Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 115064 |
| Missing cells | 127817 |
| Missing cells (%) | 7.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 13.3 MiB |
| Average record size in memory | 121.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 2 |
| Boolean | 1 |
MarkDown1 is highly correlated with MarkDown4 | High correlation |
MarkDown4 is highly correlated with MarkDown1 | High correlation |
Size is highly correlated with MarkDown1 and 1 other fields | High correlation |
MarkDown1 is highly correlated with Size and 2 other fields | High correlation |
MarkDown4 is highly correlated with MarkDown1 | High correlation |
MarkDown5 is highly correlated with Size and 1 other fields | High correlation |
Unemployment is highly correlated with Store and 3 other fields | High correlation |
MarkDown4 is highly correlated with MarkDown1 and 1 other fields | High correlation |
Store is highly correlated with Unemployment and 4 other fields | High correlation |
IsHoliday is highly correlated with MarkDown1 and 2 other fields | High correlation |
Size is highly correlated with Unemployment and 3 other fields | High correlation |
MarkDown1 is highly correlated with MarkDown4 and 2 other fields | High correlation |
MarkDown3 is highly correlated with IsHoliday and 1 other fields | High correlation |
Fuel_Price is highly correlated with Unemployment and 4 other fields | High correlation |
MarkDown2 is highly correlated with Date | High correlation |
CPI is highly correlated with Unemployment and 4 other fields | High correlation |
Temperature is highly correlated with Fuel_Price and 2 other fields | High correlation |
Type is highly correlated with Store and 1 other fields | High correlation |
Date is highly correlated with MarkDown4 and 6 other fields | High correlation |
Date is highly correlated with IsHoliday | High correlation |
IsHoliday is highly correlated with Date | High correlation |
MarkDown2 has 28627 (24.9%) missing values | Missing |
MarkDown3 has 9829 (8.5%) missing values | Missing |
MarkDown4 has 12888 (11.2%) missing values | Missing |
CPI has 38162 (33.2%) missing values | Missing |
Unemployment has 38162 (33.2%) missing values | Missing |
MarkDown5 is highly skewed (γ1 = 37.97681524) | Skewed |
Date is uniformly distributed | Uniform |
Reproduction
| Analysis started | 2022-06-05 15:27:11.020156 |
|---|---|
| Analysis finished | 2022-06-05 15:31:06.214742 |
| Duration | 3 minutes and 55.19 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 45 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.23820656 |
| Minimum | 1 |
|---|---|
| Maximum | 45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 11 |
| median | 22 |
| Q3 | 33 |
| 95-th percentile | 43 |
| Maximum | 45 |
| Range | 44 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 12.80992959 |
|---|---|
| Coefficient of variation (CV) | 0.5760324941 |
| Kurtosis | -1.149779815 |
| Mean | 22.23820656 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.07677311858 |
| Sum | 2558817 |
| Variance | 164.0942961 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 13 | 2836 | 2.5% |
| 4 | 2803 | 2.4% |
| 19 | 2799 | 2.4% |
| 2 | 2797 | 2.4% |
| 27 | 2791 | 2.4% |
| 24 | 2790 | 2.4% |
| 6 | 2788 | 2.4% |
| 1 | 2783 | 2.4% |
| 10 | 2782 | 2.4% |
| 20 | 2774 | 2.4% |
| Other values (35) | 87121 |
| Value | Count | Frequency (%) |
| 1 | 2783 | |
| 2 | 2797 | |
| 3 | 2473 | |
| 4 | 2803 | |
| 5 | 2447 | |
| 6 | 2788 | |
| 7 | 2669 | |
| 8 | 2699 | |
| 9 | 2435 | |
| 10 | 2782 |
| Value | Count | Frequency (%) |
| 45 | 2626 | |
| 44 | 2072 | |
| 43 | 1863 | |
| 42 | 1962 | |
| 41 | 2754 | |
| 40 | 2738 | |
| 39 | 2704 | |
| 38 | 1987 | |
| 37 | 2013 | |
| 36 | 1718 |
Dept
Real number (ℝ≥0)
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.33952409 |
| Minimum | 1 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 18 |
| median | 37 |
| Q3 | 74 |
| 95-th percentile | 95 |
| Maximum | 99 |
| Range | 98 |
| Interquartile range (IQR) | 56 |
Descriptive statistics
| Standard deviation | 30.65641013 |
|---|---|
| Coefficient of variation (CV) | 0.6914014248 |
| Kurtosis | -1.224242898 |
| Mean | 44.33952409 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | 0.3624198542 |
| Sum | 5101883 |
| Variance | 939.8154821 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1755 | 1.5% |
| 16 | 1755 | 1.5% |
| 81 | 1755 | 1.5% |
| 67 | 1755 | 1.5% |
| 82 | 1755 | 1.5% |
| 46 | 1755 | 1.5% |
| 2 | 1755 | 1.5% |
| 40 | 1755 | 1.5% |
| 38 | 1755 | 1.5% |
| 90 | 1755 | 1.5% |
| Other values (71) | 97514 |
| Value | Count | Frequency (%) |
| 1 | 1755 | |
| 2 | 1755 | |
| 3 | 1755 | |
| 4 | 1755 | |
| 5 | 1738 | |
| 6 | 1577 | |
| 7 | 1755 | |
| 8 | 1755 | |
| 9 | 1754 | |
| 10 | 1755 |
| Value | Count | Frequency (%) |
| 99 | 613 | 0.5% |
| 98 | 1632 | |
| 97 | 1716 | |
| 96 | 1350 | |
| 95 | 1755 | |
| 94 | 1464 | |
| 93 | 1638 | |
| 92 | 1755 | |
| 91 | 1755 | |
| 90 | 1755 |
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 2012-12-21 | 3002 |
|---|---|
| 2012-12-07 | 2989 |
| 2012-12-28 | 2988 |
| 2012-12-14 | 2986 |
| 2013-02-15 | 2984 |
| Other values (34) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1150640 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2012-11-02 |
|---|---|
| 2nd row | 2012-11-02 |
| 3rd row | 2012-11-02 |
| 4th row | 2012-11-02 |
| 5th row | 2012-11-02 |
Common Values
| Value | Count | Frequency (%) |
| 2012-12-21 | 3002 | 2.6% |
| 2012-12-07 | 2989 | 2.6% |
| 2012-12-28 | 2988 | 2.6% |
| 2012-12-14 | 2986 | 2.6% |
| 2013-02-15 | 2984 | 2.6% |
| 2012-11-23 | 2976 | 2.6% |
| 2012-11-09 | 2971 | 2.6% |
| 2013-01-04 | 2964 | 2.6% |
| 2013-02-08 | 2964 | 2.6% |
| 2012-11-30 | 2962 | 2.6% |
| Other values (29) | 85278 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2012-12-21 | 3002 | 2.6% |
| 2012-12-07 | 2989 | 2.6% |
| 2012-12-28 | 2988 | 2.6% |
| 2012-12-14 | 2986 | 2.6% |
| 2013-02-15 | 2984 | 2.6% |
| 2012-11-23 | 2976 | 2.6% |
| 2012-11-09 | 2971 | 2.6% |
| 2013-01-04 | 2964 | 2.6% |
| 2013-02-08 | 2964 | 2.6% |
| 2012-11-30 | 2962 | 2.6% |
| Other values (29) | 85278 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 244692 | |
| - | 230128 | |
| 1 | 224528 | |
| 2 | 215739 | |
| 3 | 114767 | |
| 5 | 29470 | 2.6% |
| 4 | 23610 | 2.1% |
| 7 | 20617 | 1.8% |
| 6 | 20542 | 1.8% |
| 8 | 14749 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 920512 | |
| Dash Punctuation | 230128 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 244692 | |
| 1 | 224528 | |
| 2 | 215739 | |
| 3 | 114767 | |
| 5 | 29470 | 3.2% |
| 4 | 23610 | 2.6% |
| 7 | 20617 | 2.2% |
| 6 | 20542 | 2.2% |
| 8 | 14749 | 1.6% |
| 9 | 11798 | 1.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 230128 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1150640 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 244692 | |
| - | 230128 | |
| 1 | 224528 | |
| 2 | 215739 | |
| 3 | 114767 | |
| 5 | 29470 | 2.6% |
| 4 | 23610 | 2.1% |
| 7 | 20617 | 1.8% |
| 6 | 20542 | 1.8% |
| 8 | 14749 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1150640 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 244692 | |
| - | 230128 | |
| 1 | 224528 | |
| 2 | 215739 | |
| 3 | 114767 | |
| 5 | 29470 | 2.6% |
| 4 | 23610 | 2.1% |
| 7 | 20617 | 1.8% |
| 6 | 20542 | 1.8% |
| 8 | 14749 | 1.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1011.3 KiB |
| False | |
|---|---|
| True | 8928 |
| Value | Count | Frequency (%) |
| False | 106136 | |
| True | 8928 | 7.8% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| A | |
|---|---|
| B | |
| C |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 115064 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | A |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| A | 58713 | |
| B | 44500 | |
| C | 11851 | 10.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| a | 58713 | |
| b | 44500 | |
| c | 11851 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 58713 | |
| B | 44500 | |
| C | 11851 | 10.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 115064 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 58713 | |
| B | 44500 | |
| C | 11851 | 10.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 115064 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 58713 | |
| B | 44500 | |
| C | 11851 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 115064 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 58713 | |
| B | 44500 | |
| C | 11851 | 10.3% |
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 136497.6889 |
| Minimum | 34875 |
|---|---|
| Maximum | 219622 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 34875 |
|---|---|
| 5-th percentile | 39690 |
| Q1 | 93638 |
| median | 140167 |
| Q3 | 202505 |
| 95-th percentile | 206302 |
| Maximum | 219622 |
| Range | 184747 |
| Interquartile range (IQR) | 108867 |
Descriptive statistics
| Standard deviation | 61106.92644 |
|---|---|
| Coefficient of variation (CV) | 0.4476773704 |
| Kurtosis | -1.214415882 |
| Mean | 136497.6889 |
| Median Absolute Deviation (MAD) | 62140 |
| Skewness | -0.3219495188 |
| Sum | 1.570597008 × 1010 |
| Variance | 3734056459 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 39910 | 5803 | 5.0% |
| 39690 | 5702 | 5.0% |
| 203819 | 5589 | 4.9% |
| 219622 | 2836 | 2.5% |
| 205863 | 2803 | 2.4% |
| 202307 | 2797 | 2.4% |
| 204184 | 2791 | 2.4% |
| 202505 | 2788 | 2.4% |
| 151315 | 2783 | 2.4% |
| 126512 | 2782 | 2.4% |
| Other values (30) | 78390 |
| Value | Count | Frequency (%) |
| 34875 | 2447 | |
| 37392 | 2473 | |
| 39690 | 5702 | |
| 39910 | 5803 | |
| 41062 | 1863 | 1.6% |
| 42988 | 1954 | 1.7% |
| 57197 | 2614 | |
| 70713 | 2669 | |
| 93188 | 2682 | |
| 93638 | 2554 |
| Value | Count | Frequency (%) |
| 219622 | 2836 | |
| 207499 | 2756 | |
| 206302 | 2745 | |
| 205863 | 2803 | |
| 204184 | 2791 | |
| 203819 | 5589 | |
| 203750 | 2754 | |
| 203742 | 2774 | |
| 203007 | 2757 | |
| 202505 | 2788 |
| Distinct | 1236 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.94180387 |
| Minimum | -7.29 |
|---|---|
| Maximum | 101.95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 208 |
| Negative (%) | 0.2% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -7.29 |
|---|---|
| 5-th percentile | 23.98 |
| Q1 | 39.82 |
| median | 54.47 |
| Q3 | 67.35 |
| 95-th percentile | 83.82 |
| Maximum | 101.95 |
| Range | 109.24 |
| Interquartile range (IQR) | 27.53 |
Descriptive statistics
| Standard deviation | 18.72415289 |
|---|---|
| Coefficient of variation (CV) | 0.3471176629 |
| Kurtosis | -0.4959672256 |
| Mean | 53.94180387 |
| Median Absolute Deviation (MAD) | 13.79 |
| Skewness | -0.07357032708 |
| Sum | 6206759.72 |
| Variance | 350.5939014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 57.25 | 312 | 0.3% |
| 70.18 | 309 | 0.3% |
| 70.74 | 309 | 0.3% |
| 38.95 | 272 | 0.2% |
| 70.01 | 263 | 0.2% |
| 57.87 | 262 | 0.2% |
| 85 | 261 | 0.2% |
| 52.38 | 260 | 0.2% |
| 79.15 | 260 | 0.2% |
| 58.66 | 259 | 0.2% |
| Other values (1226) | 112297 |
| Value | Count | Frequency (%) |
| -7.29 | 69 | |
| -6.61 | 69 | |
| -6.08 | 70 | |
| 0.25 | 68 | |
| 2.32 | 71 | |
| 2.45 | 70 | |
| 4 | 70 | |
| 6.27 | 68 | |
| 8.55 | 69 | |
| 8.82 | 66 |
| Value | Count | Frequency (%) |
| 101.95 | 187 | |
| 99.66 | 48 | < 0.1% |
| 95.51 | 45 | < 0.1% |
| 95.1 | 45 | < 0.1% |
| 94.1 | 45 | < 0.1% |
| 93.75 | 188 | |
| 93.62 | 44 | < 0.1% |
| 93.54 | 121 | |
| 93.17 | 47 | < 0.1% |
| 92.98 | 45 | < 0.1% |
| Distinct | 297 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.581546322 |
| Minimum | 2.872 |
|---|---|
| Maximum | 4.125 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 2.872 |
|---|---|
| 5-th percentile | 3.161 |
| Q1 | 3.431 |
| median | 3.606 |
| Q3 | 3.766 |
| 95-th percentile | 3.951 |
| Maximum | 4.125 |
| Range | 1.253 |
| Interquartile range (IQR) | 0.335 |
Descriptive statistics
| Standard deviation | 0.2394419304 |
|---|---|
| Coefficient of variation (CV) | 0.06685434414 |
| Kurtosis | -0.1175964872 |
| Mean | 3.581546322 |
| Median Absolute Deviation (MAD) | 0.167 |
| Skewness | -0.391281194 |
| Sum | 412107.046 |
| Variance | 0.05733243801 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.417 | 1853 | 1.6% |
| 3.583 | 1851 | 1.6% |
| 3.386 | 1793 | 1.6% |
| 3.611 | 1374 | 1.2% |
| 3.108 | 1201 | 1.0% |
| 3.479 | 1169 | 1.0% |
| 3.597 | 1071 | 0.9% |
| 3.451 | 1043 | 0.9% |
| 3.227 | 1040 | 0.9% |
| 3.614 | 1028 | 0.9% |
| Other values (287) | 101641 |
| Value | Count | Frequency (%) |
| 2.872 | 276 | |
| 2.889 | 276 | |
| 2.914 | 193 | |
| 2.927 | 194 | |
| 2.957 | 279 | |
| 2.982 | 195 | |
| 2.998 | 282 | |
| 3.029 | 195 | |
| 3.034 | 278 | |
| 3.066 | 197 |
| Value | Count | Frequency (%) |
| 4.125 | 166 | 0.1% |
| 4.109 | 189 | 0.2% |
| 4.104 | 186 | 0.2% |
| 4.099 | 355 | |
| 4.079 | 282 | |
| 4.062 | 351 | |
| 4.045 | 569 | |
| 4.031 | 358 | |
| 4.029 | 281 | |
| 4.016 | 358 |
| Distinct | 1752 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 149 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7689.216439 |
| Minimum | -2781.45 |
|---|---|
| Maximum | 103184.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 207 |
| Negative (%) | 0.2% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -2781.45 |
|---|---|
| 5-th percentile | 189.49 |
| Q1 | 1966.46 |
| median | 4842.29 |
| Q3 | 9439.14 |
| 95-th percentile | 23140.88 |
| Maximum | 103184.98 |
| Range | 105966.43 |
| Interquartile range (IQR) | 7472.68 |
Descriptive statistics
| Standard deviation | 10698.76072 |
|---|---|
| Coefficient of variation (CV) | 1.391398044 |
| Kurtosis | 22.87146067 |
| Mean | 7689.216439 |
| Median Absolute Deviation (MAD) | 3402.05 |
| Skewness | 4.172741821 |
| Sum | 883606307.1 |
| Variance | 114463480.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10755.57 | 74 | 0.1% |
| 9753.88 | 74 | 0.1% |
| 5692.66 | 74 | 0.1% |
| 13613.52 | 74 | 0.1% |
| 20297.6 | 74 | 0.1% |
| 4655.55 | 74 | 0.1% |
| 22673.11 | 74 | 0.1% |
| 13357.31 | 74 | 0.1% |
| 3365.61 | 73 | 0.1% |
| 4642.37 | 73 | 0.1% |
| Other values (1742) | 114177 | |
| (Missing) | 149 | 0.1% |
| Value | Count | Frequency (%) |
| -2781.45 | 50 | |
| -772.21 | 43 | |
| -563.9 | 70 | |
| -16.93 | 44 | |
| 2.14 | 46 | |
| 2.5 | 62 | |
| 2.82 | 44 | |
| 4 | 49 | |
| 4.62 | 49 | |
| 5.76 | 49 |
| Value | Count | Frequency (%) |
| 103184.98 | 72 | |
| 95102.5 | 71 | |
| 88750.34 | 66 | |
| 84139.36 | 72 | |
| 80498.65 | 71 | |
| 77017.24 | 68 | |
| 75522.86 | 70 | |
| 74777.22 | 65 | |
| 73407.49 | 73 | |
| 72937.29 | 73 |
| Distinct | 1257 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 28627 |
| Missing (%) | 24.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3734.051729 |
| Minimum | -35.74 |
|---|---|
| Maximum | 71074.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 412 |
| Negative (%) | 0.4% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -35.74 |
|---|---|
| 5-th percentile | 6.14 |
| Q1 | 180.35 |
| median | 742.59 |
| Q3 | 2735.67 |
| 95-th percentile | 22671.67 |
| Maximum | 71074.17 |
| Range | 71109.91 |
| Interquartile range (IQR) | 2555.32 |
Descriptive statistics
| Standard deviation | 8323.495014 |
|---|---|
| Coefficient of variation (CV) | 2.229078657 |
| Kurtosis | 15.88072536 |
| Mean | 3734.051729 |
| Median Absolute Deviation (MAD) | 667.49 |
| Skewness | 3.740647282 |
| Sum | 322760229.3 |
| Variance | 69280569.25 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.01 | 346 | 0.3% |
| 0.03 | 340 | 0.3% |
| 82.92 | 217 | 0.2% |
| 11 | 214 | 0.2% |
| 3 | 209 | 0.2% |
| 4 | 191 | 0.2% |
| 104.92 | 141 | 0.1% |
| 1.49 | 138 | 0.1% |
| 0.06 | 138 | 0.1% |
| 7.5 | 137 | 0.1% |
| Other values (1247) | 84366 | |
| (Missing) | 28627 | 24.9% |
| Value | Count | Frequency (%) |
| -35.74 | 63 | 0.1% |
| -15.45 | 71 | 0.1% |
| -7.76 | 65 | 0.1% |
| -3.27 | 69 | 0.1% |
| -0.05 | 73 | 0.1% |
| -0.01 | 71 | 0.1% |
| 0.01 | 346 | |
| 0.02 | 135 | 0.1% |
| 0.03 | 340 | |
| 0.04 | 72 | 0.1% |
| Value | Count | Frequency (%) |
| 71074.17 | 72 | |
| 59362.3 | 72 | |
| 56549.69 | 73 | |
| 52850.71 | 74 | |
| 52304.87 | 73 | |
| 50636.71 | 72 | |
| 49026.3 | 73 | |
| 47440.51 | 71 | |
| 47382.72 | 71 | |
| 46315.84 | 70 |
| Distinct | 1421 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 9829 |
| Missing (%) | 8.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2403.088666 |
| Minimum | -179.26 |
|---|---|
| Maximum | 149483.31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 589 |
| Negative (%) | 0.5% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -179.26 |
|---|---|
| 5-th percentile | 1.18 |
| Q1 | 15.1 |
| median | 78.26 |
| Q3 | 272.58 |
| 95-th percentile | 2361.57 |
| Maximum | 149483.31 |
| Range | 149662.57 |
| Interquartile range (IQR) | 257.48 |
Descriptive statistics
| Standard deviation | 13767.93931 |
|---|---|
| Coefficient of variation (CV) | 5.729268132 |
| Kurtosis | 54.09068129 |
| Mean | 2403.088666 |
| Median Absolute Deviation (MAD) | 73.28 |
| Skewness | 7.146137688 |
| Sum | 252889035.8 |
| Variance | 189556152.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.2 | 599 | 0.5% |
| 1 | 498 | 0.4% |
| 0.6 | 419 | 0.4% |
| 0.8 | 348 | 0.3% |
| 2 | 324 | 0.3% |
| 0.4 | 278 | 0.2% |
| 0.2 | 272 | 0.2% |
| 3 | 271 | 0.2% |
| 5 | 271 | 0.2% |
| 0.1 | 269 | 0.2% |
| Other values (1411) | 101686 | |
| (Missing) | 9829 | 8.5% |
| Value | Count | Frequency (%) |
| -179.26 | 62 | |
| -89.1 | 66 | |
| -44.54 | 67 | |
| -23.97 | 72 | |
| -17.44 | 69 | |
| -14.29 | 63 | |
| -2.58 | 67 | |
| -0.86 | 71 | |
| -0.73 | 52 | |
| 0.06 | 62 |
| Value | Count | Frequency (%) |
| 149483.31 | 73 | |
| 146394.44 | 72 | |
| 139621.51 | 72 | |
| 130129.11 | 70 | |
| 115048.81 | 73 | |
| 112255.67 | 72 | |
| 109976.14 | 70 | |
| 105691.67 | 72 | |
| 105146.3 | 72 | |
| 97533.4 | 72 |
| Distinct | 1483 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 12888 |
| Missing (%) | 11.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3356.219071 |
| Minimum | 0.22 |
|---|---|
| Maximum | 65344.64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0.22 |
|---|---|
| 5-th percentile | 16.96 |
| Q1 | 155.46 |
| median | 840.94 |
| Q3 | 3096.92 |
| 95-th percentile | 14191.01 |
| Maximum | 65344.64 |
| Range | 65344.42 |
| Interquartile range (IQR) | 2941.46 |
Descriptive statistics
| Standard deviation | 7570.501545 |
|---|---|
| Coefficient of variation (CV) | 2.255663705 |
| Kurtosis | 25.45178529 |
| Mean | 3356.219071 |
| Median Absolute Deviation (MAD) | 796.5 |
| Skewness | 4.66858587 |
| Sum | 342925039.8 |
| Variance | 57312493.64 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 171 | 0.1% |
| 0.63 | 154 | 0.1% |
| 358.15 | 145 | 0.1% |
| 55.46 | 142 | 0.1% |
| 2.61 | 141 | 0.1% |
| 3.97 | 138 | 0.1% |
| 4.88 | 137 | 0.1% |
| 27.44 | 136 | 0.1% |
| 970.77 | 134 | 0.1% |
| 1.92 | 120 | 0.1% |
| Other values (1473) | 100758 | |
| (Missing) | 12888 | 11.2% |
| Value | Count | Frequency (%) |
| 0.22 | 56 | < 0.1% |
| 0.63 | 154 | |
| 0.66 | 46 | < 0.1% |
| 0.78 | 54 | < 0.1% |
| 1.26 | 43 | < 0.1% |
| 1.47 | 69 | |
| 1.56 | 52 | < 0.1% |
| 1.74 | 48 | < 0.1% |
| 1.89 | 55 | < 0.1% |
| 1.92 | 120 |
| Value | Count | Frequency (%) |
| 65344.64 | 72 | |
| 63830.91 | 71 | |
| 63130.81 | 70 | |
| 60065.82 | 72 | |
| 56735.25 | 72 | |
| 56600.97 | 71 | |
| 52850.8 | 65 | |
| 51587.03 | 72 | |
| 49809.3 | 68 | |
| 49781.21 | 69 |
| Distinct | 1754 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3922.681189 |
| Minimum | -185.17 |
|---|---|
| Maximum | 771448.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 136 |
| Negative (%) | 0.1% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -185.17 |
|---|---|
| 5-th percentile | 540.89 |
| Q1 | 1309.3 |
| median | 2390.43 |
| Q3 | 4227.27 |
| 95-th percentile | 9316.71 |
| Maximum | 771448.1 |
| Range | 771633.27 |
| Interquartile range (IQR) | 2917.97 |
Descriptive statistics
| Standard deviation | 19445.15075 |
|---|---|
| Coefficient of variation (CV) | 4.957107093 |
| Kurtosis | 1494.90905 |
| Mean | 3922.681189 |
| Median Absolute Deviation (MAD) | 1288.67 |
| Skewness | 37.97681524 |
| Sum | 451359388.3 |
| Variance | 378113887.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3113.78 | 137 | 0.1% |
| 5449.98 | 74 | 0.1% |
| 22677.91 | 74 | 0.1% |
| 18831.34 | 74 | 0.1% |
| 2105.14 | 74 | 0.1% |
| 21807.99 | 74 | 0.1% |
| 2167.73 | 74 | 0.1% |
| 1947.25 | 74 | 0.1% |
| 7968.28 | 74 | 0.1% |
| 1993.5 | 73 | 0.1% |
| Other values (1744) | 114262 |
| Value | Count | Frequency (%) |
| -185.17 | 63 | |
| -37.02 | 73 | |
| 40.98 | 44 | |
| 60.92 | 65 | |
| 114.25 | 51 | |
| 134.47 | 49 | |
| 142.75 | 66 | |
| 149.87 | 66 | |
| 157.48 | 65 | |
| 163.01 | 46 |
| Value | Count | Frequency (%) |
| 771448.1 | 71 | |
| 45648.88 | 69 | |
| 45050.55 | 70 | |
| 43336.34 | 70 | |
| 35238.98 | 72 | |
| 31990.74 | 69 | |
| 23963.38 | 69 | |
| 23525.36 | 70 | |
| 22677.91 | 74 | |
| 22400.65 | 69 |
| Distinct | 360 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 38162 |
| Missing (%) | 33.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 176.9613466 |
| Minimum | 131.2362258 |
|---|---|
| Maximum | 228.9764563 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 131.2362258 |
|---|---|
| 5-th percentile | 131.4784 |
| Q1 | 138.4020333 |
| median | 192.3044449 |
| Q3 | 223.2445318 |
| 95-th percentile | 227.7847527 |
| Maximum | 228.9764563 |
| Range | 97.7402305 |
| Interquartile range (IQR) | 84.8424985 |
Descriptive statistics
| Standard deviation | 41.2399666 |
|---|---|
| Coefficient of variation (CV) | 0.2330450541 |
| Kurtosis | -1.858841625 |
| Mean | 176.9613466 |
| Median Absolute Deviation (MAD) | 36.4254189 |
| Skewness | 0.07144841262 |
| Sum | 13608681.48 |
| Variance | 1700.734845 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 132.7160968 | 2080 | 1.8% |
| 139.1226129 | 1664 | 1.4% |
| 201.0705712 | 825 | 0.7% |
| 224.8025314 | 783 | 0.7% |
| 131.537 | 704 | 0.6% |
| 132.2725714 | 703 | 0.6% |
| 131.2793548 | 702 | 0.6% |
| 131.642 | 702 | 0.6% |
| 131.4784 | 701 | 0.6% |
| 132.5914516 | 698 | 0.6% |
| Other values (350) | 67340 | |
| (Missing) | 38162 |
| Value | Count | Frequency (%) |
| 131.2362258 | 695 | |
| 131.2793548 | 702 | |
| 131.3258 | 696 | |
| 131.3766667 | 695 | |
| 131.4275333 | 693 | |
| 131.4784 | 701 | |
| 131.537 | 704 | |
| 131.642 | 702 | |
| 131.747 | 695 | |
| 131.852 | 696 |
| Value | Count | Frequency (%) |
| 228.9764563 | 186 | |
| 228.8892482 | 60 | 0.1% |
| 228.8020401 | 60 | 0.1% |
| 228.7796682 | 208 | |
| 228.7298638 | 401 | |
| 228.714832 | 62 | 0.1% |
| 228.6926456 | 68 | 0.1% |
| 228.6428882 | 134 | 0.1% |
| 228.6276239 | 63 | 0.1% |
| 228.605623 | 68 | 0.1% |
| Distinct | 89 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 38162 |
| Missing (%) | 33.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.868733167 |
| Minimum | 3.684 |
|---|---|
| Maximum | 10.199 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 3.684 |
|---|---|
| 5-th percentile | 3.932 |
| Q1 | 5.771 |
| median | 6.806 |
| Q3 | 8.036 |
| 95-th percentile | 9.91 |
| Maximum | 10.199 |
| Range | 6.515 |
| Interquartile range (IQR) | 2.265 |
Descriptive statistics
| Standard deviation | 1.583427353 |
|---|---|
| Coefficient of variation (CV) | 0.2305268402 |
| Kurtosis | -0.6093291493 |
| Mean | 6.868733167 |
| Median Absolute Deviation (MAD) | 1.186 |
| Skewness | 0.1414012336 |
| Sum | 528219.318 |
| Variance | 2.507242182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.237 | 3377 | 2.9% |
| 9.91 | 2454 | 2.1% |
| 6.17 | 2336 | 2.0% |
| 6.266 | 2147 | 1.9% |
| 5.372 | 1871 | 1.6% |
| 8.036 | 1823 | 1.6% |
| 3.932 | 1808 | 1.6% |
| 7.107 | 1808 | 1.6% |
| 7.439 | 1805 | 1.6% |
| 8.625 | 1783 | 1.5% |
| Other values (79) | 55690 | |
| (Missing) | 38162 |
| Value | Count | Frequency (%) |
| 3.684 | 556 | 0.5% |
| 3.879 | 650 | 0.6% |
| 3.896 | 288 | 0.3% |
| 3.921 | 932 | |
| 3.932 | 1808 | |
| 4.145 | 1268 | |
| 4.872 | 210 | 0.2% |
| 4.893 | 246 | 0.2% |
| 4.954 | 573 | 0.5% |
| 4.983 | 700 | 0.6% |
| Value | Count | Frequency (%) |
| 10.199 | 1731 | |
| 9.91 | 2454 | |
| 9.874 | 751 | 0.7% |
| 9.151 | 588 | 0.5% |
| 8.951 | 847 | 0.7% |
| 8.934 | 1529 | |
| 8.839 | 1063 | |
| 8.796 | 476 | 0.4% |
| 8.78 | 257 | 0.2% |
| 8.75 | 928 | 0.8% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Store | Dept | Date | IsHoliday | Type | Size | Temperature | Fuel_Price | MarkDown1 | MarkDown2 | MarkDown3 | MarkDown4 | MarkDown5 | CPI | Unemployment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 2012-11-02 | False | A | 151315 | 55.32 | 3.386 | 6766.44 | 5147.7 | 50.82 | 3639.9 | 2737.42 | 223.462779 | 6.573 |
| 1 | 1 | 2 | 2012-11-02 | False | A | 151315 | 55.32 | 3.386 | 6766.44 | 5147.7 | 50.82 | 3639.9 | 2737.42 | 223.462779 | 6.573 |
| 2 | 1 | 3 | 2012-11-02 | False | A | 151315 | 55.32 | 3.386 | 6766.44 | 5147.7 | 50.82 | 3639.9 | 2737.42 | 223.462779 | 6.573 |
| 3 | 1 | 4 | 2012-11-02 | False | A | 151315 | 55.32 | 3.386 | 6766.44 | 5147.7 | 50.82 | 3639.9 | 2737.42 | 223.462779 | 6.573 |
| 4 | 1 | 5 | 2012-11-02 | False | A | 151315 | 55.32 | 3.386 | 6766.44 | 5147.7 | 50.82 | 3639.9 | 2737.42 | 223.462779 | 6.573 |
| 5 | 1 | 6 | 2012-11-02 | False | A | 151315 | 55.32 | 3.386 | 6766.44 | 5147.7 | 50.82 | 3639.9 | 2737.42 | 223.462779 | 6.573 |
| 6 | 1 | 7 | 2012-11-02 | False | A | 151315 | 55.32 | 3.386 | 6766.44 | 5147.7 | 50.82 | 3639.9 | 2737.42 | 223.462779 | 6.573 |
| 7 | 1 | 8 | 2012-11-02 | False | A | 151315 | 55.32 | 3.386 | 6766.44 | 5147.7 | 50.82 | 3639.9 | 2737.42 | 223.462779 | 6.573 |
| 8 | 1 | 9 | 2012-11-02 | False | A | 151315 | 55.32 | 3.386 | 6766.44 | 5147.7 | 50.82 | 3639.9 | 2737.42 | 223.462779 | 6.573 |
| 9 | 1 | 10 | 2012-11-02 | False | A | 151315 | 55.32 | 3.386 | 6766.44 | 5147.7 | 50.82 | 3639.9 | 2737.42 | 223.462779 | 6.573 |
Last rows
| Store | Dept | Date | IsHoliday | Type | Size | Temperature | Fuel_Price | MarkDown1 | MarkDown2 | MarkDown3 | MarkDown4 | MarkDown5 | CPI | Unemployment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 115054 | 45 | 85 | 2013-07-26 | False | B | 118221 | 76.06 | 3.804 | 212.02 | 851.73 | 2.06 | 10.88 | 1864.57 | NaN | NaN |
| 115055 | 45 | 87 | 2013-07-26 | False | B | 118221 | 76.06 | 3.804 | 212.02 | 851.73 | 2.06 | 10.88 | 1864.57 | NaN | NaN |
| 115056 | 45 | 90 | 2013-07-26 | False | B | 118221 | 76.06 | 3.804 | 212.02 | 851.73 | 2.06 | 10.88 | 1864.57 | NaN | NaN |
| 115057 | 45 | 91 | 2013-07-26 | False | B | 118221 | 76.06 | 3.804 | 212.02 | 851.73 | 2.06 | 10.88 | 1864.57 | NaN | NaN |
| 115058 | 45 | 92 | 2013-07-26 | False | B | 118221 | 76.06 | 3.804 | 212.02 | 851.73 | 2.06 | 10.88 | 1864.57 | NaN | NaN |
| 115059 | 45 | 93 | 2013-07-26 | False | B | 118221 | 76.06 | 3.804 | 212.02 | 851.73 | 2.06 | 10.88 | 1864.57 | NaN | NaN |
| 115060 | 45 | 94 | 2013-07-26 | False | B | 118221 | 76.06 | 3.804 | 212.02 | 851.73 | 2.06 | 10.88 | 1864.57 | NaN | NaN |
| 115061 | 45 | 95 | 2013-07-26 | False | B | 118221 | 76.06 | 3.804 | 212.02 | 851.73 | 2.06 | 10.88 | 1864.57 | NaN | NaN |
| 115062 | 45 | 97 | 2013-07-26 | False | B | 118221 | 76.06 | 3.804 | 212.02 | 851.73 | 2.06 | 10.88 | 1864.57 | NaN | NaN |
| 115063 | 45 | 98 | 2013-07-26 | False | B | 118221 | 76.06 | 3.804 | 212.02 | 851.73 | 2.06 | 10.88 | 1864.57 | NaN | NaN |